{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from utilsP4 import *\n",
      "%matplotlib inline \n",
      "\n",
      "# Carreguem les dades de la borsa mitja\u00e7ant la funci\u00f3 loadStockData\n",
      "data={}\n",
      "#companies=['GOOG','MSFT','IBM','YHOO','FB']\n",
      "companies=['GOOG']\n",
      "for c in companies:\n",
      "    data[c]=loadStockData(c)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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rv6VQHQshxBI060gAYOVKPi7Y6tWWSVN5SHXvNBhY6tWrh6tXr+rcxxhDUFAQ8vLyKp0I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\nEgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x4613e50>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "class SlidWin:\n",
      "    \"\"\"\n",
      "        Finestra lliscant que permet trobar la mitja d'una s\u00e8rie de dades de mida m\u00e0xima W_size.\n",
      "        Aquesta finestra lliscant recalcula la mitja amb les f\u00f2rmules d'increment i decrement que\n",
      "        es troben m\u00e9s abaix d'aquest fitxer.\n",
      "    \"\"\"\n",
      "    def __init__(self, W_size):\n",
      "        \"\"\"\n",
      "            Constructor que inicialitza els par\u00e0metres per la finestra lliscant.\n",
      "            param W_size Mida m\u00e0xima de la finestra lliscant.\n",
      "        \"\"\"\n",
      "        self.data = [] # dades\n",
      "        self.W_size = W_size # tamany de la finestra\n",
      "        self.length = 0 # length actual de la finestra\n",
      "        self.m = 0.0 # mitja de la finestra\n",
      "        \n",
      "    def add(self, x_t):\n",
      "        \"\"\"\n",
      "            Afegeix una nova dada a la finestra i retorna la mitja d'aquesta i el valor de l'accio:.\n",
      "            return \tnew_mean,  1  : si la mitja ha disminuit\n",
      "\t\t\t\t\tnew_mean, -1  : si la mitja ha augmentat\n",
      "        \"\"\"\n",
      "\n",
      "        if self.length < self.W_size:\n",
      "            self.length += 1\n",
      "        else:\n",
      "            self.data.remove(self.data[0])\n",
      "\n",
      "        self.data.append(x_t)\n",
      "        m = np.mean(self.data)\n",
      "\n",
      "        action = 0\n",
      "        if (m < self.m):\n",
      "            action = 1\n",
      "        else:\n",
      "            action = -1\n",
      "\n",
      "        self.mean = m\n",
      "\n",
      "        return self.mean, action"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# PROVA AMB DADES SINTETIQUES\n",
      "\n",
      "# Sliding window amb un tamany de finestra ==10\n",
      "method1 = SlidWin(10)\n",
      "# Sliding window amb un tamany de finestra ==50\n",
      "method2 = SlidWin(50)\n",
      "\n",
      "v=[] # Genera un mostra de 400 + 600 valors amb un canvi brusc entre 400 i 401.\n",
      "for i in xrange(100):\n",
      "    v.append(0.6+0.1*(random.random()-0.5))\n",
      "for i in xrange(200):\n",
      "    v.append(0.4+0.1*(random.random()-0.5))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Anem afegint de forma seq\u00fcencial les dades dins la nostra finestra lliscant. Guardem \n",
      "# el resultat dins la llista output1 i output2\n",
      "output1=[]\n",
      "output2=[]\n",
      "for item in v:\n",
      "    mean,action=method1.add(item)\n",
      "    output1.append(mean)\n",
      "    mean,action=method2.add(item)\n",
      "    output2.append(mean)\n",
      "    \n",
      "  \n",
      "# Visualitzem el resultat\n",
      "pylab.plot(v)\n",
      "pylab.plot(output1,'r') # plot del resultat del M\u00e8tode 1\n",
      "pylab.plot(output2,'g') # plot del resultat del M\u00e8tode 2\n",
      "pylab.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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CgCVyJkztALGmEH9vmb/8LSMvX86/tFTMkxQbC8d6jOSetgdYMTCDThZYXd9f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       "text": [
        "<matplotlib.figure.Figure at 0x334e450>"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Prova amb dades de la Borsa utilizant l'estrat\u00e8gia b\u00e0sica que us donem\n",
      "method = SlidWin(10)\n",
      "for item in data:\n",
      "    # Creem un objecte broker. Aquest objecte cada cop que entrem una nova dada dira si hem de comprar o vendre accions\n",
      "    # per_change indica el percentatge de canvi respecte al valor de l'accio per realitzar una compra/venta\n",
      "    # min_time indica el temps minim que ens hem d'esperar per fer nova accio de compra/venta\n",
      "    per_change=0.1\n",
      "    min_time=10\n",
      "    broker= StockMarketWin(method,per_change,min_time)\n",
      "    # Executem l'estrtegia de comprar a partir de l'objecte broker i les dades d'entrada. La funci\u00f3 estrategiaBasica \n",
      "    # est\u00e0 definidia dins utilsP4.py. Ella \u00e9s la responsable de decidir la quantatit de compra o venta d'accios a partir de la\n",
      "    # suggeriencia del broker\n",
      "    temp_badget,invested_money,non_strategy= estrategiaBasica(broker,data[item])\n",
      "    # Mostrem els resultats per pantalla\n",
      "    print_results(data[item],temp_badget,invested_money,non_strategy)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  100.3   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  49949.4  ( #accions = 498.0 *Valor Accions= 100.3 )\n",
        "*  INICI: Diners sense invertir =  50050.6\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  434800.6\n",
        "*  FINAL: Valor accions =  212638.4  ( #accions = 208.0 *Valor Accions= 1022.3 )\n",
        "*  FINAL: Diners sense invertir =  222162.2\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  334800.6\n",
        "*  Benefici produit pel Broker =  -124304.8\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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F169fR9euXbF27VpkZWXBzMwMAGBmZoasyidZRkYGeopbOwKwsrKSybSRxqG4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\nP4qLiwEARUVF8BMLmpr3z6VLlxB0o0Xa/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       "text": [
        "<matplotlib.figure.Figure at 0x460ab50>"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}